The Effects of Latency on 3D Interactive Data Visualizations

Interactive data visualizations must respond fluidly to user input to be effective, or so we assume. In fact it is unknown exactly how fast a visualization must run to present every facet within a dataset. An engineering team with limited resources is left with intuition and estimates to determine i...

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Main Author: Korenevsky, Allen
Format: Others
Published: DigitalCommons@CalPoly 2016
Subjects:
web
Online Access:https://digitalcommons.calpoly.edu/theses/1557
https://digitalcommons.calpoly.edu/cgi/viewcontent.cgi?article=2727&context=theses
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spelling ndltd-CALPOLY-oai-digitalcommons.calpoly.edu-theses-27272021-08-20T05:02:11Z The Effects of Latency on 3D Interactive Data Visualizations Korenevsky, Allen Interactive data visualizations must respond fluidly to user input to be effective, or so we assume. In fact it is unknown exactly how fast a visualization must run to present every facet within a dataset. An engineering team with limited resources is left with intuition and estimates to determine if their application performs sufficiently well. This thesis studies how latency affects users' comprehension of data visualizations, specifically 3D geospatial visualizations with large data sets. Subjects used a climate visualization showing temperatures spanning from the 19th to the 21st century to answer multiple choice questions. Metrics like their eye movements, time per question, and test score were recorded. Unbeknownst to the participants the latency was toggled between questions, subjugating frame rendering times to intervals between 33 1/3 and 200 milliseconds. Analysis of eye movements and question completion time and accuracy fail to show that latency has an impact on how users explore the visualization or comprehend the data presented. User fixation times on overlaid 2D visualization tools however are impacted by latency, although the fixation times do not significantly differ over 3D elements. The finding speaks to how resilient users are in navigating and understanding virtual 3D environments --- a conclusion supported by previous studies about video game latency. 2016-06-01T07:00:00Z text application/pdf https://digitalcommons.calpoly.edu/theses/1557 https://digitalcommons.calpoly.edu/cgi/viewcontent.cgi?article=2727&context=theses Master's Theses DigitalCommons@CalPoly visualization latency web climate temperature graphics Computational Engineering Other Computer Engineering
collection NDLTD
format Others
sources NDLTD
topic visualization
latency
web
climate
temperature
graphics
Computational Engineering
Other Computer Engineering
spellingShingle visualization
latency
web
climate
temperature
graphics
Computational Engineering
Other Computer Engineering
Korenevsky, Allen
The Effects of Latency on 3D Interactive Data Visualizations
description Interactive data visualizations must respond fluidly to user input to be effective, or so we assume. In fact it is unknown exactly how fast a visualization must run to present every facet within a dataset. An engineering team with limited resources is left with intuition and estimates to determine if their application performs sufficiently well. This thesis studies how latency affects users' comprehension of data visualizations, specifically 3D geospatial visualizations with large data sets. Subjects used a climate visualization showing temperatures spanning from the 19th to the 21st century to answer multiple choice questions. Metrics like their eye movements, time per question, and test score were recorded. Unbeknownst to the participants the latency was toggled between questions, subjugating frame rendering times to intervals between 33 1/3 and 200 milliseconds. Analysis of eye movements and question completion time and accuracy fail to show that latency has an impact on how users explore the visualization or comprehend the data presented. User fixation times on overlaid 2D visualization tools however are impacted by latency, although the fixation times do not significantly differ over 3D elements. The finding speaks to how resilient users are in navigating and understanding virtual 3D environments --- a conclusion supported by previous studies about video game latency.
author Korenevsky, Allen
author_facet Korenevsky, Allen
author_sort Korenevsky, Allen
title The Effects of Latency on 3D Interactive Data Visualizations
title_short The Effects of Latency on 3D Interactive Data Visualizations
title_full The Effects of Latency on 3D Interactive Data Visualizations
title_fullStr The Effects of Latency on 3D Interactive Data Visualizations
title_full_unstemmed The Effects of Latency on 3D Interactive Data Visualizations
title_sort effects of latency on 3d interactive data visualizations
publisher DigitalCommons@CalPoly
publishDate 2016
url https://digitalcommons.calpoly.edu/theses/1557
https://digitalcommons.calpoly.edu/cgi/viewcontent.cgi?article=2727&context=theses
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